PyTorch 自然语言处理（Natural Language Processing with PyTorch）翻译完成 | ApacheCN

曾经终败给现在 2021-11-04 12:40 245阅读 0赞

![cover.jpg][]

> 译者：[Yif Du][]
> 
> 协议：[CC BY-NC-ND 4.0][]
> 
> 欢迎任何人参与和完善：一个人可以走的很快，但是一群人却可以走的更远。

本书旨在为新人提供自然语言处理（NLP）和深度学习，以涵盖这两个领域的重要主题。这两个主题领域都呈指数级增长。对于一本介绍深度学习和强调实施的NLP的书，本书占据了重要的中间地带。在写这本书时，我们不得不对哪些材料遗漏做出艰难的，有时甚至是不舒服的选择。对于初学者，我们希望本书能够为基础知识提供强有力的基础，并可以瞥见可能的内容。特别是机器学习和深度学习是一种经验学科，而不是智力科学。我们希望每章中慷慨的端到端代码示例邀请您参与这一经历。当我们开始编写本书时，我们从PyTorch 0.2开始。每个PyTorch更新从0.2到0.4修改了示例。 PyTorch 1.0将于本书出版时发布。本书中的代码示例符合PyTorch 0.4，它应该与即将发布的PyTorch 1.0版本一样工作.1关于本书风格的注释。我们在大多数地方都故意避免使用数学;并不是因为深度学习数学特别困难（事实并非如此），而是因为它在许多情况下分散了本书主要目标的注意力——增强初学者的能力。在许多情况下，无论是在代码还是文本方面，我们都有类似的动机，我们倾向于对简洁性进行阐述。高级读者和有经验的程序员可以找到方法来收紧代码等等，但我们的选择是尽可能明确，以便覆盖我们想要达到的大多数受众。

*  [在线阅读][Link 1]
 *  [代码地址][Link 2]
 *  [ApacheCN 机器学习交流群 629470233][ApacheCN _ 629470233]
 *  [ApacheCN 学习资源][ApacheCN]

## 目录 ##

*  [Chapter 1.基础介绍][Chapter 1.]
 *  [Chapter 2.传统NLP快速回顾][Chapter 2._NLP]
 *  [Chapter 3.神经网络基础组件][Chapter 3.]
 *  [Chapter 4.自然语言处理 Feed-Forward Networks][Chapter 4._ Feed-Forward Networks]
 *  [Chapter 5.Embedding Words and Types][]
 *  [Chapter 6.自然语言处理 Sequence Modeling][Chapter 6._ Sequence Modeling]
 *  [Chapter 7.自然语言处理的中间 Sequence Modeling][Chapter 7._ Sequence Modeling]
 *  [Chapter 8.用于自然语言处理的高级 Sequence][Chapter 8._ Sequence]
 *  [Chapter 9.经典, 前沿和后续步骤][Chapter 9._]

## 精品推荐 ##

> 深度学习必学

1.  [反向传递][Link 3]: [https://www.cnblogs.com/charlotte77/p/5629865.html][https_www.cnblogs.com_charlotte77_p_5629865.html]
2.  [CNN原理][CNN]: [http://www.cnblogs.com/charlotte77/p/7759802.html][http_www.cnblogs.com_charlotte77_p_7759802.html]
3.  [RNN原理][RNN]: [https://blog.csdn.net/qq\_39422642/article/details/78676567][https_blog.csdn.net_qq_39422642_article_details_78676567]
4.  [LSTM原理][LSTM]: [https://blog.csdn.net/weixin\_42111770/article/details/80900575][https_blog.csdn.net_weixin_42111770_article_details_80900575]

> 自然语言处理

*  Python 自然语言处理 第二版: [https://usyiyi.github.io/nlp-py-2e-zh][https_usyiyi.github.io_nlp-py-2e-zh]
 *  推荐一个[liuhuanyong大佬][liuhuanyong]整理的nlp全面知识体系: [https://liuhuanyong.github.io][https_liuhuanyong.github.io]
 *  开源 - 词向量库集合:
    
     *  [https://github.com/Embedding/Chinese-Word-Vectors][https_github.com_Embedding_Chinese-Word-Vectors]
     *  [https://github.com/brightmart/nlp\_chinese\_corpus][https_github.com_brightmart_nlp_chinese_corpus]
     *  [https://github.com/codemayq/chinese\_chatbot\_corpus][https_github.com_codemayq_chinese_chatbot_corpus]
     *  [https://github.com/candlewill/Dialog\_Corpus][https_github.com_candlewill_Dialog_Corpus]

--------------------

内容由 [ApacheCN][ApacheCN 1] 团队提供支持

[cover.jpg]: https://github.com/apachecn/NLP-with-PyTorch/raw/master/cover.jpg
[Yif Du]: https://yifdu.github.io/
[CC BY-NC-ND 4.0]: https://creativecommons.org/licenses/by-nc-nd/4.0/
[Link 1]: https://nlp-pt.apachecn.org/
[Link 2]: https://github.com/joosthub/PyTorchNLPBook
[ApacheCN _ 629470233]: http://shang.qq.com/wpa/qunwpa?idkey=30e5f1123a79867570f665aa3a483ca404b1c3f77737bc01ec520ed5f078ddef
[ApacheCN]: http://www.apachecn.org/
[Chapter 1.]: https://github.com/apachecn/NLP-with-PyTorch/blob/master/docs/1.md
[Chapter 2._NLP]: https://github.com/apachecn/NLP-with-PyTorch/blob/master/docs/2.md
[Chapter 3.]: https://github.com/apachecn/NLP-with-PyTorch/blob/master/docs/3.md
[Chapter 4._ Feed-Forward Networks]: https://github.com/apachecn/NLP-with-PyTorch/blob/master/docs/4.md
[Chapter 5.Embedding Words and Types]: https://github.com/apachecn/NLP-with-PyTorch/blob/master/docs/5.md
[Chapter 6._ Sequence Modeling]: https://github.com/apachecn/NLP-with-PyTorch/blob/master/docs/6.md
[Chapter 7._ Sequence Modeling]: https://github.com/apachecn/NLP-with-PyTorch/blob/master/docs/7.md
[Chapter 8._ Sequence]: https://github.com/apachecn/NLP-with-PyTorch/blob/master/docs/8.md
[Chapter 9._]: https://github.com/apachecn/NLP-with-PyTorch/blob/master/docs/9.md
[Link 3]: https://github.com/apachecn/NLP-with-PyTorch/blob/master/docs/dl/%E5%8F%8D%E5%90%91%E4%BC%A0%E9%80%92.md
[https_www.cnblogs.com_charlotte77_p_5629865.html]: https://www.cnblogs.com/charlotte77/p/5629865.html
[CNN]: https://github.com/apachecn/NLP-with-PyTorch/blob/master/docs/dl/CNN%E5%8E%9F%E7%90%86.md
[http_www.cnblogs.com_charlotte77_p_7759802.html]: http://www.cnblogs.com/charlotte77/p/7759802.html
[RNN]: https://github.com/apachecn/NLP-with-PyTorch/blob/master/docs/dl/RNN%E5%8E%9F%E7%90%86.md
[https_blog.csdn.net_qq_39422642_article_details_78676567]: https://blog.csdn.net/qq_39422642/article/details/78676567
[LSTM]: https://github.com/apachecn/NLP-with-PyTorch/blob/master/docs/dl/LSTM%E5%8E%9F%E7%90%86.md
[https_blog.csdn.net_weixin_42111770_article_details_80900575]: https://blog.csdn.net/weixin_42111770/article/details/80900575
[https_usyiyi.github.io_nlp-py-2e-zh]: https://usyiyi.github.io/nlp-py-2e-zh
[liuhuanyong]: https://github.com/liuhuanyong
[https_liuhuanyong.github.io]: https://liuhuanyong.github.io/
[https_github.com_Embedding_Chinese-Word-Vectors]: https://github.com/Embedding/Chinese-Word-Vectors
[https_github.com_brightmart_nlp_chinese_corpus]: https://github.com/brightmart/nlp_chinese_corpus
[https_github.com_codemayq_chinese_chatbot_corpus]: https://github.com/codemayq/chinese_chatbot_corpus
[https_github.com_candlewill_Dialog_Corpus]: https://github.com/candlewill/Dialog_Corpus
[ApacheCN 1]: https://github.com/apachecn